Articles

Latest articles about machine learning and convex optimization

Decoding Strategies in Large Language Models

A Guide to Text Generation From Beam Search to Nucleus Sampling
Jun 7, 2023
11 min

Optimize Your Marketing Budget with Nonlinear Programming

Introduction to CVXPY to maximize marketing ROI
May 21, 2023
8 min

Create a Bot to Find Diamonds in Minecraft

Reinforcement Learning and Behavior Cloning in Python with MineRL
May 25, 2022
8 min

Introduction to Constraint Programming in Python

The Programming Paradigm to Find One Solution Among 8,080,104 Candidates
May 2, 2022
8 min

GIN: How to Design the Most Powerful Graph Neural Network

Graph Neural Network Course: Chapter 4
Apr 25, 2022
9 min

GraphSAGE: Scaling up Graph Neural Networks

Graph Neural Network Course: Chapter 3
Apr 6, 2022
10 min

What is a Tensor in Machine Learning?

The difference between tensors, arrays, and matrices
Mar 28, 2022
5 min

Efficiently iterating over rows in a Pandas DataFrame

Never use iterrows and itertuples again!
Mar 21, 2022
6 min

Graph Attention Networks: Self-Attention for GNNs

Graph Neural Network Course: Chapter 2
Mar 9, 2022
9 min

Integer vs. Linear Programming in Python

Mixed Integer Programming for optimization with Google OR-Tools
Mar 5, 2022
9 min

Introduction to Linear Programming in Python

A guide to mathematical optimization with Google OR-Tools
Mar 2, 2022
8 min

Graph Convolutional Networks: Introduction to GNNs

Graph Neural Network Course: Chapter 1
Feb 20, 2022
11 min

Q-learning for beginners

Train an AI to solve the Frozen Lake environment
Feb 13, 2022
20 min
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